Pandas Profiling Report

Dataset statistics

Number of variables	11
Number of observations	4312
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	404.2 KiB
Average record size in memory	96.0 B

Variable types

Numeric	11

Alerts

`GrossRevenue` is highly overall correlated with `QtItems` and 4 other fields	High correlation
`RecencyDays` is highly overall correlated with `PurchasesNo` and 2 other fields	High correlation
`Frequency` is highly overall correlated with `PurchasesNo` and 2 other fields	High correlation
`ReturnsNo` is highly overall correlated with `ProductReturns` and 3 other fields	High correlation
`QtItems` is highly overall correlated with `GrossRevenue` and 4 other fields	High correlation
`ProductReturns` is highly overall correlated with `ReturnsNo` and 1 other fields	High correlation
`PurchasesNo` is highly overall correlated with `GrossRevenue` and 7 other fields	High correlation
`PurchasingDays` is highly overall correlated with `GrossRevenue` and 7 other fields	High correlation
`ProductsNo` is highly overall correlated with `GrossRevenue` and 4 other fields	High correlation
`PurchasingMonths` is highly overall correlated with `GrossRevenue` and 8 other fields	High correlation
`GrossRevenue` is highly skewed (γ1 = 21.48774973)	Skewed
`QtItems` is highly skewed (γ1 = 22.85121717)	Skewed
`ProductReturns` is highly skewed (γ1 = 26.98231359)	Skewed
`CustomerID` has unique values	Unique
`RecencyDays` has 103 (2.4%) zeros	Zeros
`ReturnsNo` has 2823 (65.5%) zeros	Zeros
`ProductReturns` has 2823 (65.5%) zeros	Zeros

Reproduction

Analysis started	2023-10-15 23:00:50.954531
Analysis finished	2023-10-15 23:01:11.149171
Duration	20.19 seconds
Software version	pandas-profiling vv3.6.1
Download configuration	config.json

CustomerID
Real number (ℝ)

Distinct	4312
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15301.228

Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	12347
5-th percentile	12618.55
Q1	13815.75
median	15299.5
Q3	16780.25
95-th percentile	17981.8
Maximum	18287
Range	5940
Interquartile range (IQR)	2964.5

Descriptive statistics

Standard deviation	1720.3287
Coefficient of variation (CV)	0.11243076
Kurtosis	-1.1951977
Mean	15301.228
Median Absolute Deviation (MAD)	1482.5
Skewness	0.0019242029
Sum	65978894
Variance	2959530.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
15700	1	< 0.1%
15219	1	< 0.1%
15014	1	< 0.1%
14765	1	< 0.1%
16869	1	< 0.1%
15909	1	< 0.1%
13618	1	< 0.1%
16050	1	< 0.1%
17879	1	< 0.1%
Other values (4302)	4302	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12349	1	< 0.1%
12350	1	< 0.1%
12352	1	< 0.1%
12353	1	< 0.1%
12354	1	< 0.1%
12355	1	< 0.1%
12356	1	< 0.1%
12357	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18281	1	< 0.1%
18280	1	< 0.1%
18278	1	< 0.1%
18277	1	< 0.1%
18276	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%

GrossRevenue
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	4234
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1923.3688

Minimum	12.24
Maximum	278778.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	12.24
5-th percentile	110.9365
Q1	300.9025
median	656
Q3	1612.295
95-th percentile	5660.269
Maximum	278778.02
Range	278765.78
Interquartile range (IQR)	1311.3925

Descriptive statistics

Standard deviation	8328.4019
Coefficient of variation (CV)	4.3301118
Kurtosis	594.65421
Mean	1923.3688
Median Absolute Deviation (MAD)	454.37
Skewness	21.48775
Sum	8293566.1
Variance	69362278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
76.32	4	0.1%
35.4	3	0.1%
15	3	0.1%
363.65	3	0.1%
440	3	0.1%
79.2	3	0.1%
113.5	3	0.1%
181.09	2	< 0.1%
324.24	2	< 0.1%
590	2	< 0.1%
Other values (4224)	4284	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.24	1	< 0.1%
12.75	1	< 0.1%
15	3	0.1%
17	1	< 0.1%
20.8	2	< 0.1%
25.5	1	< 0.1%
30	1	< 0.1%
30.6	1	< 0.1%
32.65	1	< 0.1%
34	1	< 0.1%

Value	Count	Frequency (%)
278778.02	1	< 0.1%
259657.3	1	< 0.1%
189735.53	1	< 0.1%
132995.13	1	< 0.1%
123638.18	1	< 0.1%
114501.32	1	< 0.1%
88138.2	1	< 0.1%
65920.12	1	< 0.1%
62904.1	1	< 0.1%
59419.34	1	< 0.1%

RecencyDays
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	349
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.626391

Minimum	0
Maximum	373
Zeros	103
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	16
median	49
Q3	138
95-th percentile	310
Maximum	373
Range	373
Interquartile range (IQR)	122

Descriptive statistics

Standard deviation	99.435154
Coefficient of variation (CV)	1.1094406
Kurtosis	0.48470823
Mean	89.626391
Median Absolute Deviation (MAD)	40
Skewness	1.2644794
Sum	386469
Variance	9887.3498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	126	2.9%
8	104	2.4%
0	103	2.4%
2	99	2.3%
1	91	2.1%
7	78	1.8%
9	73	1.7%
10	70	1.6%
21	62	1.4%
17	61	1.4%
Other values (339)	3445	79.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	2.4%
1	91	2.1%
2	99	2.3%
3	126	2.9%
4	60	1.4%
5	22	0.5%
6	42	1.0%
7	78	1.8%
8	104	2.4%
9	73	1.7%

Value	Count	Frequency (%)
373	7	0.2%
372	16	0.4%
371	10	0.2%
370	2	< 0.1%
369	1	< 0.1%
368	5	0.1%
367	2	< 0.1%
366	7	0.2%
365	10	0.2%
364	9	0.2%

Frequency
Real number (ℝ)

Distinct	1335
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.37891325

Minimum	0.0054644809
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	0.0054644809
5-th percentile	0.010928962
Q1	0.022701563
median	0.051282051
Q3	1
95-th percentile	1
Maximum	6
Range	5.9945355
Interquartile range (IQR)	0.97729844

Descriptive statistics

Standard deviation	0.5091226
Coefficient of variation (CV)	1.3436389
Kurtosis	6.4701184
Mean	0.37891325
Median Absolute Deviation (MAD)	0.037897024
Skewness	1.6615113
Sum	1633.8739
Variance	0.25920582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1309	30.4%
2	60	1.4%
0.1428571429	22	0.5%
0.4	21	0.5%
0.02777777778	17	0.4%
0.3333333333	17	0.4%
0.1818181818	17	0.4%
0.09090909091	17	0.4%
0.25	16	0.4%
0.07142857143	14	0.3%
Other values (1325)	2802	65.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005524861878	1	< 0.1%
0.005602240896	3	0.1%
0.005633802817	2	< 0.1%
0.005681818182	2	< 0.1%
0.005698005698	2	< 0.1%
0.005714285714	3	0.1%
0.005730659026	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	1	< 0.1%
4	2	< 0.1%
3	6	0.1%
2	60	1.4%
1.833333333	1	< 0.1%
1.5	3	0.1%
1.333333333	1	< 0.1%
1	1309	30.4%
0.8333333333	1	< 0.1%

ReturnsNo
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.77272727

Minimum	0
Maximum	45
Zeros	2823
Zeros (%)	65.5%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	4
Maximum	45
Range	45
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.975216
Coefficient of variation (CV)	2.5561619
Kurtosis	151.18414
Mean	0.77272727
Median Absolute Deviation (MAD)	0
Skewness	9.1673092
Sum	3332
Variance	3.9014782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	2823	65.5%
1	836	19.4%
2	288	6.7%
3	139	3.2%
4	92	2.1%
5	37	0.9%
6	32	0.7%
7	21	0.5%
9	8	0.2%
11	5	0.1%
Other values (13)	31	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2823	65.5%
1	836	19.4%
2	288	6.7%
3	139	3.2%
4	92	2.1%
5	37	0.9%
6	32	0.7%
7	21	0.5%
8	5	0.1%
9	8	0.2%

Value	Count	Frequency (%)
45	1	< 0.1%
44	1	< 0.1%
35	1	< 0.1%
27	1	< 0.1%
21	1	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
15	2	< 0.1%
14	1	< 0.1%
13	5	0.1%

QtItems
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1766
Distinct (%)	41.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1133.6389

Minimum	1
Maximum	196556
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	1
5-th percentile	46
Q1	159
median	373.5
Q3	978
95-th percentile	3504.6
Maximum	196556
Range	196555
Interquartile range (IQR)	819

Descriptive statistics

Standard deviation	4696.3904
Coefficient of variation (CV)	4.1427569
Kurtosis	772.70619
Mean	1133.6389
Median Absolute Deviation (MAD)	272.5
Skewness	22.851217
Sum	4888251
Variance	22056083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
88	19	0.4%
120	18	0.4%
72	16	0.4%
128	15	0.3%
106	15	0.3%
78	14	0.3%
146	14	0.3%
150	14	0.3%
84	13	0.3%
160	13	0.3%
Other values (1756)	4161	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	4	0.1%
3	2	< 0.1%
4	7	0.2%
5	3	0.1%
6	3	0.1%
7	1	< 0.1%
8	1	< 0.1%
9	2	< 0.1%
10	5	0.1%

Value	Count	Frequency (%)
196556	1	< 0.1%
76946	1	< 0.1%
76631	1	< 0.1%
69041	1	< 0.1%
64124	1	< 0.1%
63014	1	< 0.1%
61308	1	< 0.1%
57921	1	< 0.1%
56926	1	< 0.1%
49391	1	< 0.1%

ProductReturns
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	205
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.980056

Minimum	0
Maximum	9014
Zeros	2823
Zeros (%)	65.5%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	57
Maximum	9014
Range	9014
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	233.47567
Coefficient of variation (CV)	10.159926
Kurtosis	890.17853
Mean	22.980056
Median Absolute Deviation (MAD)	0
Skewness	26.982314
Sum	99090
Variance	54510.887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2823	65.5%
1	169	3.9%
2	148	3.4%
3	105	2.4%
4	89	2.1%
6	78	1.8%
5	61	1.4%
12	51	1.2%
7	44	1.0%
8	43	1.0%
Other values (195)	701	16.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2823	65.5%
1	169	3.9%
2	148	3.4%
3	105	2.4%
4	89	2.1%
5	61	1.4%
6	78	1.8%
7	44	1.0%
8	43	1.0%
9	41	1.0%

Value	Count	Frequency (%)
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%
1776	1	< 0.1%
1594	1	< 0.1%

PurchasesNo
Real number (ℝ)

Distinct	56
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2608998

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	5
95-th percentile	13
Maximum	206
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.6592577
Coefficient of variation (CV)	1.7975681
Kurtosis	244.21556
Mean	4.2608998
Median Absolute Deviation (MAD)	1
Skewness	11.953473
Sum	18373
Variance	58.664228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1491	34.6%
2	825	19.1%
3	500	11.6%
4	395	9.2%
5	236	5.5%
6	173	4.0%
7	139	3.2%
8	98	2.3%
9	68	1.6%
10	55	1.3%
Other values (46)	332	7.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1491	34.6%
2	825	19.1%
3	500	11.6%
4	395	9.2%
5	236	5.5%
6	173	4.0%
7	139	3.2%
8	98	2.3%
9	68	1.6%
10	55	1.3%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	1	< 0.1%
90	1	< 0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	< 0.1%
60	1	< 0.1%

PurchasingDays
Real number (ℝ)

Distinct	56
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.239564

Minimum	1
Maximum	207
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	5
95-th percentile	13
Maximum	207
Range	206
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	7.59582
Coefficient of variation (CV)	1.7916512
Kurtosis	253.32318
Mean	4.239564
Median Absolute Deviation (MAD)	1
Skewness	12.165239
Sum	18281
Variance	57.696481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1493	34.6%
2	823	19.1%
3	500	11.6%
4	398	9.2%
5	237	5.5%
6	172	4.0%
7	137	3.2%
8	96	2.2%
9	76	1.8%
11	54	1.3%
Other values (46)	326	7.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1493	34.6%
2	823	19.1%
3	500	11.6%
4	398	9.2%
5	237	5.5%
6	172	4.0%
7	137	3.2%
8	96	2.2%
9	76	1.8%
10	52	1.2%

Value	Count	Frequency (%)
207	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
93	1	< 0.1%
92	1	< 0.1%
91	1	< 0.1%
83	1	< 0.1%
72	1	< 0.1%
60	1	< 0.1%
58	1	< 0.1%

ProductsNo
Real number (ℝ)

Distinct	468
Distinct (%)	10.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91.809833

Minimum	1
Maximum	7837
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	17
median	41
Q3	100
95-th percentile	315.45
Maximum	7837
Range	7836
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	228.95531
Coefficient of variation (CV)	2.4937994
Kurtosis	481.70849
Mean	91.809833
Median Absolute Deviation (MAD)	30
Skewness	18.076734
Sum	395884
Variance	52420.533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	84	1.9%
9	76	1.8%
6	76	1.8%
15	69	1.6%
11	68	1.6%
1	68	1.6%
28	67	1.6%
8	67	1.6%
5	66	1.5%
7	65	1.5%
Other values (458)	3606	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	68	1.6%
2	50	1.2%
3	55	1.3%
4	49	1.1%
5	66	1.5%
6	76	1.8%
7	65	1.5%
8	67	1.6%
9	76	1.8%
10	84	1.9%

Value	Count	Frequency (%)
7837	1	< 0.1%
5670	1	< 0.1%
5095	1	< 0.1%
4577	1	< 0.1%
2697	1	< 0.1%
2379	1	< 0.1%
2060	1	< 0.1%
1818	1	< 0.1%
1672	1	< 0.1%
1636	1	< 0.1%

PurchasingMonths
Real number (ℝ)

Distinct	12
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0839518

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	67.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	9
Maximum	12
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.588611
Coefficient of variation (CV)	0.83938115
Kurtosis	2.0693461
Mean	3.0839518
Median Absolute Deviation (MAD)	1
Skewness	1.5853553
Sum	13298
Variance	6.7009069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	1543	35.8%
2	897	20.8%
3	546	12.7%
4	398	9.2%
5	283	6.6%
6	175	4.1%
7	113	2.6%
8	99	2.3%
9	76	1.8%
10	64	1.5%
Other values (2)	118	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1543	35.8%
2	897	20.8%
3	546	12.7%
4	398	9.2%
5	283	6.6%
6	175	4.1%
7	113	2.6%
8	99	2.3%
9	76	1.8%
10	64	1.5%

Value	Count	Frequency (%)
12	61	1.4%
11	57	1.3%
10	64	1.5%
9	76	1.8%
8	99	2.3%
7	113	2.6%
6	175	4.1%
5	283	6.6%
4	398	9.2%
3	546	12.7%

Auto

Heatmap
Table

	CustomerID	GrossRevenue	RecencyDays	Frequency	ReturnsNo	QtItems	ProductReturns	PurchasesNo	PurchasingDays	ProductsNo	PurchasingMonths
CustomerID	1.000	-0.078	0.016	0.023	-0.045	-0.068	-0.052	0.000	0.001	-0.004	-0.028
GrossRevenue	-0.078	1.000	-0.492	-0.443	0.482	0.931	0.471	0.806	0.805	0.787	0.790
RecencyDays	0.016	-0.492	1.000	0.338	-0.308	-0.491	-0.296	-0.561	-0.560	-0.499	-0.547
Frequency	0.023	-0.443	0.338	1.000	-0.186	-0.410	-0.188	-0.581	-0.581	-0.392	-0.641
ReturnsNo	-0.045	0.482	-0.308	-0.186	1.000	0.450	0.976	0.502	0.501	0.411	0.559
QtItems	-0.068	0.931	-0.491	-0.410	0.450	1.000	0.443	0.759	0.758	0.776	0.744
ProductReturns	-0.052	0.471	-0.296	-0.188	0.976	0.443	1.000	0.485	0.485	0.396	0.539
PurchasesNo	0.000	0.806	-0.561	-0.581	0.502	0.759	0.485	1.000	0.999	0.731	0.948
PurchasingDays	0.001	0.805	-0.560	-0.581	0.501	0.758	0.485	0.999	1.000	0.731	0.948
ProductsNo	-0.004	0.787	-0.499	-0.392	0.411	0.776	0.396	0.731	0.731	1.000	0.707
PurchasingMonths	-0.028	0.790	-0.547	-0.641	0.559	0.744	0.539	0.948	0.948	0.707	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	CustomerID	GrossRevenue	RecencyDays	Frequency	ReturnsNo	QtItems	ProductReturns	PurchasesNo	PurchasingDays	ProductsNo	PurchasingMonths
0	17850	5288.63	301	0.486111	1.0	1693	40.0	34.0	33.0	297.0	2
1	13047	3089.10	45	0.048780	7.0	1355	35.0	9.0	8.0	171.0	9
2	12583	6629.34	2	0.045822	2.0	4978	50.0	15.0	15.0	232.0	11
3	13748	948.25	95	0.017921	0.0	439	0.0	5.0	4.0	28.0	3
4	15100	635.10	329	0.136364	3.0	58	22.0	3.0	3.0	3.0	2
5	15291	4551.51	25	0.054441	5.0	2073	29.0	14.0	14.0	102.0	7
6	14688	5107.38	7	0.073569	6.0	3222	399.0	21.0	21.0	327.0	11
7	17809	5344.85	15	0.039106	2.0	2016	41.0	12.0	12.0	61.0	8
8	15311	59419.34	0	0.315508	27.0	37720	474.0	91.0	91.0	2379.0	12
9	16098	2005.63	87	0.027875	0.0	613	0.0	7.0	8.0	67.0	7

	CustomerID	GrossRevenue	RecencyDays	Frequency	ReturnsNo	QtItems	ProductReturns	PurchasesNo	PurchasingDays	ProductsNo	PurchasingMonths
4347	16000	12393.70	2	3.0	0.0	5110	0.0	3.0	3.0	9.0	1
4348	15195	3861.00	2	1.0	0.0	1404	0.0	1.0	1.0	1.0	1
4349	14087	181.67	2	2.0	1.0	250	1.0	1.0	1.0	69.0	1
4350	14204	161.03	1	1.0	0.0	82	0.0	1.0	1.0	44.0	1
4351	15471	469.48	1	1.0	0.0	266	0.0	1.0	1.0	77.0	1
4352	13436	196.89	1	1.0	0.0	76	0.0	1.0	1.0	12.0	1
4353	15520	343.50	1	1.0	0.0	314	0.0	1.0	1.0	18.0	1
4354	13298	360.00	0	1.0	0.0	96	0.0	1.0	1.0	2.0	1
4355	14569	227.39	0	1.0	0.0	79	0.0	1.0	1.0	12.0	1
4356	12713	794.55	0	1.0	0.0	505	0.0	1.0	1.0	37.0	1

Overview

Variables

Interactions

Correlations

Missing values

Sample